Dataset statistics
| Number of variables | 35 |
|---|---|
| Number of observations | 133598 |
| Missing cells | 118 |
| Missing cells (%) | < 0.1% |
| Duplicate rows | 0 |
| Duplicate rows (%) | 0.0% |
| Total size in memory | 34.8 MiB |
| Average record size in memory | 273.0 B |
Variable types
| Categorical | 13 |
|---|---|
| Numeric | 21 |
| Boolean | 1 |
name has a high cardinality: 3158 distinct values | High cardinality |
kickoff_time has a high cardinality: 1384 distinct values | High cardinality |
bonus is highly correlated with goals_scored | High correlation |
bps is highly correlated with creativity and 7 other fields | High correlation |
clean_sheets is highly correlated with total_points | High correlation |
creativity is highly correlated with bps and 7 other fields | High correlation |
fixture is highly correlated with round and 1 other fields | High correlation |
goals_conceded is highly correlated with bps and 5 other fields | High correlation |
goals_scored is highly correlated with bonus | High correlation |
ict_index is highly correlated with bps and 7 other fields | High correlation |
influence is highly correlated with bps and 7 other fields | High correlation |
minutes is highly correlated with bps and 8 other fields | High correlation |
round is highly correlated with fixture and 1 other fields | High correlation |
selected is highly correlated with minutes and 2 other fields | High correlation |
threat is highly correlated with bps and 5 other fields | High correlation |
total_points is highly correlated with bps and 8 other fields | High correlation |
transfers_in is highly correlated with bps and 7 other fields | High correlation |
transfers_out is highly correlated with selected and 1 other fields | High correlation |
GW is highly correlated with fixture and 1 other fields | High correlation |
bonus is highly correlated with bps and 4 other fields | High correlation |
bps is highly correlated with bonus and 7 other fields | High correlation |
clean_sheets is highly correlated with bps and 1 other fields | High correlation |
creativity is highly correlated with bps and 3 other fields | High correlation |
fixture is highly correlated with round and 1 other fields | High correlation |
goals_conceded is highly correlated with minutes | High correlation |
goals_scored is highly correlated with bonus and 5 other fields | High correlation |
ict_index is highly correlated with bonus and 7 other fields | High correlation |
influence is highly correlated with bonus and 7 other fields | High correlation |
minutes is highly correlated with bps and 5 other fields | High correlation |
round is highly correlated with fixture and 1 other fields | High correlation |
selected is highly correlated with transfers_in and 1 other fields | High correlation |
threat is highly correlated with goals_scored and 3 other fields | High correlation |
total_points is highly correlated with bonus and 7 other fields | High correlation |
transfers_balance is highly correlated with transfers_in and 1 other fields | High correlation |
transfers_in is highly correlated with selected and 1 other fields | High correlation |
transfers_out is highly correlated with selected and 1 other fields | High correlation |
GW is highly correlated with fixture and 1 other fields | High correlation |
bonus is highly correlated with goals_scored | High correlation |
bps is highly correlated with creativity and 6 other fields | High correlation |
creativity is highly correlated with bps and 6 other fields | High correlation |
fixture is highly correlated with round and 1 other fields | High correlation |
goals_conceded is highly correlated with bps and 4 other fields | High correlation |
goals_scored is highly correlated with bonus | High correlation |
ict_index is highly correlated with bps and 6 other fields | High correlation |
influence is highly correlated with bps and 6 other fields | High correlation |
minutes is highly correlated with bps and 6 other fields | High correlation |
round is highly correlated with fixture and 1 other fields | High correlation |
selected is highly correlated with transfers_in and 1 other fields | High correlation |
threat is highly correlated with bps and 5 other fields | High correlation |
total_points is highly correlated with bps and 5 other fields | High correlation |
transfers_in is highly correlated with selected and 1 other fields | High correlation |
transfers_out is highly correlated with selected and 1 other fields | High correlation |
GW is highly correlated with fixture and 1 other fields | High correlation |
assists is highly correlated with bps and 1 other fields | High correlation |
bonus is highly correlated with bps and 3 other fields | High correlation |
bps is highly correlated with assists and 9 other fields | High correlation |
clean_sheets is highly correlated with bps and 2 other fields | High correlation |
creativity is highly correlated with ict_index | High correlation |
fixture is highly correlated with round and 1 other fields | High correlation |
goals_conceded is highly correlated with bps and 3 other fields | High correlation |
goals_scored is highly correlated with bps and 4 other fields | High correlation |
ict_index is highly correlated with bonus and 7 other fields | High correlation |
influence is highly correlated with bonus and 6 other fields | High correlation |
minutes is highly correlated with bps and 5 other fields | High correlation |
round is highly correlated with fixture and 1 other fields | High correlation |
selected is highly correlated with transfers_balance and 1 other fields | High correlation |
team_h_score is highly correlated with goals_conceded | High correlation |
threat is highly correlated with bps and 4 other fields | High correlation |
total_points is highly correlated with assists and 9 other fields | High correlation |
transfers_balance is highly correlated with selected and 2 other fields | High correlation |
transfers_in is highly correlated with transfers_balance | High correlation |
transfers_out is highly correlated with transfers_balance | High correlation |
value is highly correlated with selected | High correlation |
GW is highly correlated with fixture and 1 other fields | High correlation |
bps has 74250 (55.6%) zeros | Zeros |
creativity has 80158 (60.0%) zeros | Zeros |
goals_conceded has 96773 (72.4%) zeros | Zeros |
ict_index has 75236 (56.3%) zeros | Zeros |
influence has 77609 (58.1%) zeros | Zeros |
minutes has 73252 (54.8%) zeros | Zeros |
saves has 129543 (97.0%) zeros | Zeros |
team_a_score has 43513 (32.6%) zeros | Zeros |
team_h_score has 32545 (24.4%) zeros | Zeros |
threat has 94571 (70.8%) zeros | Zeros |
total_points has 76033 (56.9%) zeros | Zeros |
transfers_balance has 4824 (3.6%) zeros | Zeros |
transfers_in has 9059 (6.8%) zeros | Zeros |
transfers_out has 4217 (3.2%) zeros | Zeros |
Reproduction
| Analysis started | 2022-07-16 14:56:37.477443 |
|---|---|
| Analysis finished | 2022-07-16 14:57:52.955462 |
| Duration | 1 minute and 15.48 seconds |
| Software version | pandas-profiling v3.2.0 |
| Download configuration | config.json |
| Distinct | 3158 |
|---|---|
| Distinct (%) | 2.4% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 1.0 MiB |
| Ben Davies | 113 |
|---|---|
| Aaron_Cresswell | 76 |
| Leroy_Fer | 76 |
| Manuel_Agudo Durán | 76 |
| Mame Biram_Diouf | 76 |
| Other values (3153) |
Length
| Max length | 44 |
|---|---|
| Median length | 40 |
| Mean length | 15.68106558 |
| Min length | 7 |
Characters and Unicode
| Total characters | 2094959 |
|---|---|
| Distinct characters | 114 |
| Distinct categories | 16 ? |
| Distinct scripts | 2 ? |
| Distinct blocks | 2 ? |
Unique
| Unique | 26 ? |
|---|---|
| Unique (%) | < 0.1% |
Sample
| 1st row | Aaron_Cresswell |
|---|---|
| 2nd row | Aaron_Lennon |
| 3rd row | Aaron_Ramsey |
| 4th row | Abdoulaye_Doucouré |
| 5th row | Abdul Rahman_Baba |
Common Values
| Value | Count | Frequency (%) |
| Ben Davies | 113 | 0.1% |
| Aaron_Cresswell | 76 | 0.1% |
| Leroy_Fer | 76 | 0.1% |
| Manuel_Agudo Durán | 76 | 0.1% |
| Mame Biram_Diouf | 76 | 0.1% |
| Mamadou_Sakho | 76 | 0.1% |
| Maarten_Stekelenburg | 76 | 0.1% |
| Lys_Mousset | 76 | 0.1% |
| Luke_Shaw | 76 | 0.1% |
| Lukasz_Fabianski | 76 | 0.1% |
| Other values (3148) | 132801 |
Length
| Value | Count | Frequency (%) |
| de | 1281 | 0.6% |
| silva | 1050 | 0.5% |
| james | 903 | 0.5% |
| da | 699 | 0.4% |
| ben | 582 | 0.3% |
| santos | 498 | 0.3% |
| jack | 493 | 0.2% |
| ryan | 485 | 0.2% |
| gabriel | 447 | 0.2% |
| nathan | 385 | 0.2% |
| Other values (3824) | 191983 |
Most occurring characters
| Value | Count | Frequency (%) |
| a | 184544 | 8.8% |
| e | 165076 | 7.9% |
| _ | 134846 | 6.4% |
| n | 133022 | 6.3% |
| o | 124540 | 5.9% |
| r | 118689 | 5.7% |
| i | 117044 | 5.6% |
| l | 86783 | 4.1% |
| s | 75250 | 3.6% |
| 65208 | 3.1% | |
| Other values (104) | 889957 |
Most occurring categories
| Value | Count | Frequency (%) |
| Lowercase Letter | 1453000 | |
| Uppercase Letter | 301832 | 14.4% |
| Connector Punctuation | 134846 | 6.4% |
| Decimal Number | 124813 | 6.0% |
| Space Separator | 65208 | 3.1% |
| Dash Punctuation | 5119 | 0.2% |
| Other Symbol | 2939 | 0.1% |
| Other Punctuation | 2794 | 0.1% |
| Format | 1144 | 0.1% |
| Other Number | 816 | < 0.1% |
| Other values (6) | 2448 | 0.1% |
Most frequent character per category
Lowercase Letter
| Value | Count | Frequency (%) |
| a | 184544 | |
| e | 165076 | |
| n | 133022 | 9.2% |
| o | 124540 | 8.6% |
| r | 118689 | 8.2% |
| i | 117044 | 8.1% |
| l | 86783 | 6.0% |
| s | 75250 | 5.2% |
| t | 57466 | 4.0% |
| d | 51808 | 3.6% |
| Other values (35) | 338778 |
Uppercase Letter
| Value | Count | Frequency (%) |
| M | 30093 | 10.0% |
| S | 23735 | 7.9% |
| A | 23578 | 7.8% |
| J | 22739 | 7.5% |
| C | 19532 | 6.5% |
| D | 18110 | 6.0% |
| B | 17197 | 5.7% |
| R | 15342 | 5.1% |
| L | 14093 | 4.7% |
| G | 11645 | 3.9% |
| Other values (22) | 105768 |
Decimal Number
| Value | Count | Frequency (%) |
| 1 | 16833 | |
| 2 | 16672 | |
| 3 | 16653 | |
| 4 | 16427 | |
| 5 | 14492 | |
| 6 | 9521 | |
| 7 | 8628 | |
| 8 | 8574 | |
| 9 | 8532 | |
| 0 | 8481 |
Control
| Value | Count | Frequency (%) |
| | 206 | |
| | 165 | |
| | 121 | |
| | 77 | 10.6% |
| | 68 | 9.4% |
| | 36 | 5.0% |
| | 29 | 4.0% |
| | 25 | 3.4% |
Other Punctuation
| Value | Count | Frequency (%) |
| ¡ | 1474 | |
| ' | 638 | |
| ¶ | 520 | 18.6% |
| § | 162 | 5.8% |
Currency Symbol
| Value | Count | Frequency (%) |
| £ | 451 | |
| ¤ | 105 | 17.9% |
| ¢ | 29 | 5.0% |
Other Number
| Value | Count | Frequency (%) |
| ¼ | 557 | |
| ³ | 259 |
Modifier Symbol
| Value | Count | Frequency (%) |
| ¯ | 207 | |
| ¸ | 194 |
Connector Punctuation
| Value | Count | Frequency (%) |
| _ | 134846 |
Space Separator
| Value | Count | Frequency (%) |
| 65208 |
Dash Punctuation
| Value | Count | Frequency (%) |
| - | 5119 |
Other Symbol
| Value | Count | Frequency (%) |
| © | 2939 |
Format
| Value | Count | Frequency (%) |
| | 1144 |
Other Letter
| Value | Count | Frequency (%) |
| º | 557 |
Initial Punctuation
| Value | Count | Frequency (%) |
| « | 171 |
Math Symbol
| Value | Count | Frequency (%) |
| ± | 7 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Latin | 1755389 | |
| Common | 339570 | 16.2% |
Most frequent character per script
Latin
| Value | Count | Frequency (%) |
| a | 184544 | 10.5% |
| e | 165076 | 9.4% |
| n | 133022 | 7.6% |
| o | 124540 | 7.1% |
| r | 118689 | 6.8% |
| i | 117044 | 6.7% |
| l | 86783 | 4.9% |
| s | 75250 | 4.3% |
| t | 57466 | 3.3% |
| d | 51808 | 3.0% |
| Other values (68) | 641167 |
Common
| Value | Count | Frequency (%) |
| _ | 134846 | |
| 65208 | ||
| 1 | 16833 | 5.0% |
| 2 | 16672 | 4.9% |
| 3 | 16653 | 4.9% |
| 4 | 16427 | 4.8% |
| 5 | 14492 | 4.3% |
| 6 | 9521 | 2.8% |
| 7 | 8628 | 2.5% |
| 8 | 8574 | 2.5% |
| Other values (26) | 31716 | 9.3% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 2067598 | |
| None | 27361 | 1.3% |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| a | 184544 | 8.9% |
| e | 165076 | 8.0% |
| _ | 134846 | 6.5% |
| n | 133022 | 6.4% |
| o | 124540 | 6.0% |
| r | 118689 | 5.7% |
| i | 117044 | 5.7% |
| l | 86783 | 4.2% |
| s | 75250 | 3.6% |
| 65208 | 3.2% | |
| Other values (56) | 862596 |
None
| Value | Count | Frequency (%) |
| Ã | 9273 | |
| é | 3322 | 12.1% |
| © | 2939 | 10.7% |
| ¡ | 1474 | 5.4% |
| | 1144 | 4.2% |
| á | 1119 | 4.1% |
| í | 891 | 3.3% |
| ö | 570 | 2.1% |
| ¼ | 557 | 2.0% |
| º | 557 | 2.0% |
| Other values (38) | 5515 |
| Distinct | 5 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 1.0 MiB |
| 0 | |
|---|---|
| 1 | 4468 |
| 2 | 368 |
| 3 | 26 |
| 4 | 2 |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Characters and Unicode
| Total characters | 133598 |
|---|---|
| Distinct characters | 5 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 0 |
|---|---|
| 2nd row | 0 |
| 3rd row | 0 |
| 4th row | 0 |
| 5th row | 0 |
Common Values
| Value | Count | Frequency (%) |
| 0 | 128734 | |
| 1 | 4468 | 3.3% |
| 2 | 368 | 0.3% |
| 3 | 26 | < 0.1% |
| 4 | 2 | < 0.1% |
Length
Category Frequency Plot
| Value | Count | Frequency (%) |
| 0 | 128734 | |
| 1 | 4468 | 3.3% |
| 2 | 368 | 0.3% |
| 3 | 26 | < 0.1% |
| 4 | 2 | < 0.1% |
Most occurring characters
| Value | Count | Frequency (%) |
| 0 | 128734 | |
| 1 | 4468 | 3.3% |
| 2 | 368 | 0.3% |
| 3 | 26 | < 0.1% |
| 4 | 2 | < 0.1% |
Most occurring categories
| Value | Count | Frequency (%) |
| Decimal Number | 133598 |
Most frequent character per category
Decimal Number
| Value | Count | Frequency (%) |
| 0 | 128734 | |
| 1 | 4468 | 3.3% |
| 2 | 368 | 0.3% |
| 3 | 26 | < 0.1% |
| 4 | 2 | < 0.1% |
Most occurring scripts
| Value | Count | Frequency (%) |
| Common | 133598 |
Most frequent character per script
Common
| Value | Count | Frequency (%) |
| 0 | 128734 | |
| 1 | 4468 | 3.3% |
| 2 | 368 | 0.3% |
| 3 | 26 | < 0.1% |
| 4 | 2 | < 0.1% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 133598 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| 0 | 128734 | |
| 1 | 4468 | 3.3% |
| 2 | 368 | 0.3% |
| 3 | 26 | < 0.1% |
| 4 | 2 | < 0.1% |
| Distinct | 4 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 1.0 MiB |
| 0 | |
|---|---|
| 1 | 2370 |
| 3 | 2358 |
| 2 | 2289 |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Characters and Unicode
| Total characters | 133598 |
|---|---|
| Distinct characters | 4 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 0 |
|---|---|
| 2nd row | 0 |
| 3rd row | 0 |
| 4th row | 0 |
| 5th row | 0 |
Common Values
| Value | Count | Frequency (%) |
| 0 | 126581 | |
| 1 | 2370 | 1.8% |
| 3 | 2358 | 1.8% |
| 2 | 2289 | 1.7% |
Length
Category Frequency Plot
| Value | Count | Frequency (%) |
| 0 | 126581 | |
| 1 | 2370 | 1.8% |
| 3 | 2358 | 1.8% |
| 2 | 2289 | 1.7% |
Most occurring characters
| Value | Count | Frequency (%) |
| 0 | 126581 | |
| 1 | 2370 | 1.8% |
| 3 | 2358 | 1.8% |
| 2 | 2289 | 1.7% |
Most occurring categories
| Value | Count | Frequency (%) |
| Decimal Number | 133598 |
Most frequent character per category
Decimal Number
| Value | Count | Frequency (%) |
| 0 | 126581 | |
| 1 | 2370 | 1.8% |
| 3 | 2358 | 1.8% |
| 2 | 2289 | 1.7% |
Most occurring scripts
| Value | Count | Frequency (%) |
| Common | 133598 |
Most frequent character per script
Common
| Value | Count | Frequency (%) |
| 0 | 126581 | |
| 1 | 2370 | 1.8% |
| 3 | 2358 | 1.8% |
| 2 | 2289 | 1.7% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 133598 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| 0 | 126581 | |
| 1 | 2370 | 1.8% |
| 3 | 2358 | 1.8% |
| 2 | 2289 | 1.7% |
| Distinct | 112 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 6.028076768 |
| Minimum | -19 |
|---|---|
| Maximum | 114 |
| Zeros | 74250 |
| Zeros (%) | 55.6% |
| Negative | 1693 |
| Negative (%) | 1.3% |
| Memory size | 1.0 MiB |
Quantile statistics
| Minimum | -19 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 0 |
| Q3 | 10 |
| 95-th percentile | 27 |
| Maximum | 114 |
| Range | 133 |
| Interquartile range (IQR) | 10 |
Descriptive statistics
| Standard deviation | 9.784385431 |
|---|---|
| Coefficient of variation (CV) | 1.623135505 |
| Kurtosis | 5.066219879 |
| Mean | 6.028076768 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 1.9977969 |
| Sum | 805339 |
| Variance | 95.73419825 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 74250 | |
| 3 | 4658 | 3.5% |
| 4 | 2708 | 2.0% |
| 2 | 2668 | 2.0% |
| 12 | 2577 | 1.9% |
| 13 | 2575 | 1.9% |
| 11 | 2467 | 1.8% |
| 10 | 2454 | 1.8% |
| 14 | 2388 | 1.8% |
| 9 | 2314 | 1.7% |
| Other values (102) | 34539 |
| Value | Count | Frequency (%) |
| -19 | 1 | < 0.1% |
| -18 | 1 | < 0.1% |
| -16 | 1 | < 0.1% |
| -15 | 1 | < 0.1% |
| -14 | 3 | < 0.1% |
| -12 | 4 | < 0.1% |
| -11 | 6 | < 0.1% |
| -10 | 16 | |
| -9 | 17 | |
| -8 | 35 |
| Value | Count | Frequency (%) |
| 114 | 1 | |
| 104 | 1 | |
| 102 | 1 | |
| 99 | 1 | |
| 96 | 1 | |
| 94 | 2 | |
| 93 | 2 | |
| 92 | 2 | |
| 90 | 2 | |
| 89 | 1 |
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 1.0 MiB |
| 0 | |
|---|---|
| 1 |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Characters and Unicode
| Total characters | 133598 |
|---|---|
| Distinct characters | 2 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 0 |
|---|---|
| 2nd row | 0 |
| 3rd row | 0 |
| 4th row | 0 |
| 5th row | 0 |
Common Values
| Value | Count | Frequency (%) |
| 0 | 119570 | |
| 1 | 14028 | 10.5% |
Length
Category Frequency Plot
| Value | Count | Frequency (%) |
| 0 | 119570 | |
| 1 | 14028 | 10.5% |
Most occurring characters
| Value | Count | Frequency (%) |
| 0 | 119570 | |
| 1 | 14028 | 10.5% |
Most occurring categories
| Value | Count | Frequency (%) |
| Decimal Number | 133598 |
Most frequent character per category
Decimal Number
| Value | Count | Frequency (%) |
| 0 | 119570 | |
| 1 | 14028 | 10.5% |
Most occurring scripts
| Value | Count | Frequency (%) |
| Common | 133598 |
Most frequent character per script
Common
| Value | Count | Frequency (%) |
| 0 | 119570 | |
| 1 | 14028 | 10.5% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 133598 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| 0 | 119570 | |
| 1 | 14028 | 10.5% |
creativity
Real number (ℝ≥0)
HIGH CORRELATIONHIGH CORRELATIONHIGH CORRELATIONHIGH CORRELATIONZEROS| Distinct | 890 |
|---|---|
| Distinct (%) | 0.7% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 4.789518556 |
| Minimum | 0 |
|---|---|
| Maximum | 170.9 |
| Zeros | 80158 |
| Zeros (%) | 60.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 1.0 MiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 0 |
| Q3 | 2.7 |
| 95-th percentile | 27.6 |
| Maximum | 170.9 |
| Range | 170.9 |
| Interquartile range (IQR) | 2.7 |
Descriptive statistics
| Standard deviation | 10.78586477 |
|---|---|
| Coefficient of variation (CV) | 2.251972645 |
| Kurtosis | 14.30772088 |
| Mean | 4.789518556 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 3.30414951 |
| Sum | 639870.1 |
| Variance | 116.3348789 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 80158 | |
| 0.3 | 2915 | 2.2% |
| 0.1 | 1534 | 1.1% |
| 0.8 | 1502 | 1.1% |
| 1.3 | 1117 | 0.8% |
| 0.5 | 1116 | 0.8% |
| 0.2 | 985 | 0.7% |
| 0.4 | 931 | 0.7% |
| 0.6 | 883 | 0.7% |
| 1.8 | 866 | 0.6% |
| Other values (880) | 41591 |
| Value | Count | Frequency (%) |
| 0 | 80158 | |
| 0.1 | 1534 | 1.1% |
| 0.2 | 985 | 0.7% |
| 0.3 | 2915 | 2.2% |
| 0.4 | 931 | 0.7% |
| 0.5 | 1116 | 0.8% |
| 0.6 | 883 | 0.7% |
| 0.7 | 749 | 0.6% |
| 0.8 | 1502 | 1.1% |
| 0.9 | 636 | 0.5% |
| Value | Count | Frequency (%) |
| 170.9 | 1 | |
| 136.2 | 1 | |
| 134.8 | 1 | |
| 134.3 | 1 | |
| 133.5 | 1 | |
| 127.7 | 1 | |
| 123.9 | 1 | |
| 118.1 | 1 | |
| 114.8 | 1 | |
| 114.4 | 1 |
element
Real number (ℝ≥0)
| Distinct | 714 |
|---|---|
| Distinct (%) | 0.5% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 307.9853291 |
| Minimum | 1 |
|---|---|
| Maximum | 714 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 1.0 MiB |
Quantile statistics
| Minimum | 1 |
|---|---|
| 5-th percentile | 31 |
| Q1 | 153 |
| median | 306 |
| Q3 | 459 |
| 95-th percentile | 594 |
| Maximum | 714 |
| Range | 713 |
| Interquartile range (IQR) | 306 |
Descriptive statistics
| Standard deviation | 179.9199976 |
|---|---|
| Coefficient of variation (CV) | 0.5841836626 |
| Kurtosis | -1.104059664 |
| Mean | 307.9853291 |
| Median Absolute Deviation (MAD) | 153 |
| Skewness | 0.06763434893 |
| Sum | 41146224 |
| Variance | 32371.20553 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 489 | 221 | 0.2% |
| 440 | 221 | 0.2% |
| 490 | 221 | 0.2% |
| 427 | 221 | 0.2% |
| 443 | 221 | 0.2% |
| 90 | 220 | 0.2% |
| 189 | 220 | 0.2% |
| 414 | 220 | 0.2% |
| 438 | 220 | 0.2% |
| 446 | 220 | 0.2% |
| Other values (704) | 131393 |
| Value | Count | Frequency (%) |
| 1 | 219 | |
| 2 | 219 | |
| 3 | 219 | |
| 4 | 219 | |
| 5 | 219 | |
| 6 | 219 | |
| 7 | 219 | |
| 8 | 219 | |
| 9 | 219 | |
| 10 | 220 |
| Value | Count | Frequency (%) |
| 714 | 5 | |
| 713 | 6 | |
| 712 | 5 | |
| 711 | 7 | |
| 710 | 6 | |
| 709 | 6 | |
| 708 | 7 | |
| 707 | 8 | |
| 706 | 8 | |
| 705 | 9 |
| Distinct | 380 |
|---|---|
| Distinct (%) | 0.3% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 191.4343179 |
| Minimum | 1 |
|---|---|
| Maximum | 380 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 1.0 MiB |
Quantile statistics
| Minimum | 1 |
|---|---|
| 5-th percentile | 21 |
| Q1 | 100 |
| median | 193 |
| Q3 | 281 |
| 95-th percentile | 360 |
| Maximum | 380 |
| Range | 379 |
| Interquartile range (IQR) | 181 |
Descriptive statistics
| Standard deviation | 107.3900055 |
|---|---|
| Coefficient of variation (CV) | 0.5609757264 |
| Kurtosis | -1.153204556 |
| Mean | 191.4343179 |
| Median Absolute Deviation (MAD) | 91 |
| Skewness | -0.02045189867 |
| Sum | 25575242 |
| Variance | 11532.61329 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 275 | 437 | 0.3% |
| 279 | 427 | 0.3% |
| 300 | 417 | 0.3% |
| 252 | 415 | 0.3% |
| 259 | 413 | 0.3% |
| 251 | 406 | 0.3% |
| 291 | 406 | 0.3% |
| 270 | 405 | 0.3% |
| 289 | 403 | 0.3% |
| 261 | 403 | 0.3% |
| Other values (370) | 129466 |
| Value | Count | Frequency (%) |
| 1 | 310 | |
| 2 | 317 | |
| 3 | 310 | |
| 4 | 311 | |
| 5 | 309 | |
| 6 | 320 | |
| 7 | 325 | |
| 8 | 327 | |
| 9 | 328 | |
| 10 | 316 |
| Value | Count | Frequency (%) |
| 380 | 350 | |
| 379 | 323 | |
| 378 | 352 | |
| 377 | 325 | |
| 376 | 321 | |
| 375 | 327 | |
| 374 | 334 | |
| 373 | 330 | |
| 372 | 344 | |
| 371 | 321 |
goals_conceded
Real number (ℝ≥0)
HIGH CORRELATIONHIGH CORRELATIONHIGH CORRELATIONHIGH CORRELATIONZEROS| Distinct | 10 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.4950074103 |
| Minimum | 0 |
|---|---|
| Maximum | 9 |
| Zeros | 96773 |
| Zeros (%) | 72.4% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 1.0 MiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 0 |
| Q3 | 1 |
| 95-th percentile | 3 |
| Maximum | 9 |
| Range | 9 |
| Interquartile range (IQR) | 1 |
Descriptive statistics
| Standard deviation | 0.9676928672 |
|---|---|
| Coefficient of variation (CV) | 1.95490582 |
| Kurtosis | 6.336407128 |
| Mean | 0.4950074103 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 2.353226786 |
| Sum | 66132 |
| Variance | 0.9364294853 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 96773 | |
| 1 | 18703 | 14.0% |
| 2 | 10678 | 8.0% |
| 3 | 4837 | 3.6% |
| 4 | 1784 | 1.3% |
| 5 | 629 | 0.5% |
| 6 | 119 | 0.1% |
| 7 | 50 | < 0.1% |
| 9 | 17 | < 0.1% |
| 8 | 8 | < 0.1% |
| Value | Count | Frequency (%) |
| 0 | 96773 | |
| 1 | 18703 | 14.0% |
| 2 | 10678 | 8.0% |
| 3 | 4837 | 3.6% |
| 4 | 1784 | 1.3% |
| 5 | 629 | 0.5% |
| 6 | 119 | 0.1% |
| 7 | 50 | < 0.1% |
| 8 | 8 | < 0.1% |
| 9 | 17 | < 0.1% |
| Value | Count | Frequency (%) |
| 9 | 17 | < 0.1% |
| 8 | 8 | < 0.1% |
| 7 | 50 | < 0.1% |
| 6 | 119 | 0.1% |
| 5 | 629 | 0.5% |
| 4 | 1784 | 1.3% |
| 3 | 4837 | 3.6% |
| 2 | 10678 | 8.0% |
| 1 | 18703 | 14.0% |
| 0 | 96773 |
| Distinct | 5 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 1.0 MiB |
| 0 | |
|---|---|
| 1 | 4662 |
| 2 | 477 |
| 3 | 58 |
| 4 | 6 |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Characters and Unicode
| Total characters | 133598 |
|---|---|
| Distinct characters | 5 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 0 |
|---|---|
| 2nd row | 0 |
| 3rd row | 0 |
| 4th row | 0 |
| 5th row | 0 |
Common Values
| Value | Count | Frequency (%) |
| 0 | 128395 | |
| 1 | 4662 | 3.5% |
| 2 | 477 | 0.4% |
| 3 | 58 | < 0.1% |
| 4 | 6 | < 0.1% |
Length
Category Frequency Plot
| Value | Count | Frequency (%) |
| 0 | 128395 | |
| 1 | 4662 | 3.5% |
| 2 | 477 | 0.4% |
| 3 | 58 | < 0.1% |
| 4 | 6 | < 0.1% |
Most occurring characters
| Value | Count | Frequency (%) |
| 0 | 128395 | |
| 1 | 4662 | 3.5% |
| 2 | 477 | 0.4% |
| 3 | 58 | < 0.1% |
| 4 | 6 | < 0.1% |
Most occurring categories
| Value | Count | Frequency (%) |
| Decimal Number | 133598 |
Most frequent character per category
Decimal Number
| Value | Count | Frequency (%) |
| 0 | 128395 | |
| 1 | 4662 | 3.5% |
| 2 | 477 | 0.4% |
| 3 | 58 | < 0.1% |
| 4 | 6 | < 0.1% |
Most occurring scripts
| Value | Count | Frequency (%) |
| Common | 133598 |
Most frequent character per script
Common
| Value | Count | Frequency (%) |
| 0 | 128395 | |
| 1 | 4662 | 3.5% |
| 2 | 477 | 0.4% |
| 3 | 58 | < 0.1% |
| 4 | 6 | < 0.1% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 133598 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| 0 | 128395 | |
| 1 | 4662 | 3.5% |
| 2 | 477 | 0.4% |
| 3 | 58 | < 0.1% |
| 4 | 6 | < 0.1% |
ict_index
Real number (ℝ≥0)
HIGH CORRELATIONHIGH CORRELATIONHIGH CORRELATIONHIGH CORRELATIONZEROS| Distinct | 274 |
|---|---|
| Distinct (%) | 0.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 1.73615623 |
| Minimum | 0 |
|---|---|
| Maximum | 35.8 |
| Zeros | 75236 |
| Zeros (%) | 56.3% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 1.0 MiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 0 |
| Q3 | 2.5 |
| 95-th percentile | 8.2 |
| Maximum | 35.8 |
| Range | 35.8 |
| Interquartile range (IQR) | 2.5 |
Descriptive statistics
| Standard deviation | 3.061252245 |
|---|---|
| Coefficient of variation (CV) | 1.763235469 |
| Kurtosis | 8.663819987 |
| Mean | 1.73615623 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 2.595539149 |
| Sum | 231947 |
| Variance | 9.371265305 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 75236 | |
| 0.2 | 1229 | 0.9% |
| 2.3 | 1179 | 0.9% |
| 2.1 | 1179 | 0.9% |
| 1.9 | 1175 | 0.9% |
| 2 | 1163 | 0.9% |
| 1.8 | 1158 | 0.9% |
| 0.1 | 1126 | 0.8% |
| 2.2 | 1105 | 0.8% |
| 1.5 | 1080 | 0.8% |
| Other values (264) | 47968 |
| Value | Count | Frequency (%) |
| 0 | 75236 | |
| 0.1 | 1126 | 0.8% |
| 0.2 | 1229 | 0.9% |
| 0.3 | 1071 | 0.8% |
| 0.4 | 931 | 0.7% |
| 0.5 | 881 | 0.7% |
| 0.6 | 788 | 0.6% |
| 0.7 | 860 | 0.6% |
| 0.8 | 783 | 0.6% |
| 0.9 | 853 | 0.6% |
| Value | Count | Frequency (%) |
| 35.8 | 1 | |
| 32.8 | 1 | |
| 31.1 | 1 | |
| 30.4 | 1 | |
| 30.1 | 2 | |
| 29.5 | 1 | |
| 28.2 | 1 | |
| 28.1 | 1 | |
| 28 | 1 | |
| 27.9 | 1 |
influence
Real number (ℝ≥0)
HIGH CORRELATIONHIGH CORRELATIONHIGH CORRELATIONHIGH CORRELATIONZEROS| Distinct | 534 |
|---|---|
| Distinct (%) | 0.4% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 7.213058579 |
| Minimum | 0 |
|---|---|
| Maximum | 163.6 |
| Zeros | 77609 |
| Zeros (%) | 58.1% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 1.0 MiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 0 |
| Q3 | 10.8 |
| 95-th percentile | 34.8 |
| Maximum | 163.6 |
| Range | 163.6 |
| Interquartile range (IQR) | 10.8 |
Descriptive statistics
| Standard deviation | 12.87292689 |
|---|---|
| Coefficient of variation (CV) | 1.784669672 |
| Kurtosis | 8.802516867 |
| Mean | 7.213058579 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 2.558131224 |
| Sum | 963650.2 |
| Variance | 165.7122467 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 77609 | |
| 0.2 | 912 | 0.7% |
| 2 | 648 | 0.5% |
| 2.2 | 602 | 0.5% |
| 1 | 576 | 0.4% |
| 1.2 | 554 | 0.4% |
| 2.4 | 509 | 0.4% |
| 0.4 | 508 | 0.4% |
| 3.2 | 506 | 0.4% |
| 3 | 491 | 0.4% |
| Other values (524) | 50683 |
| Value | Count | Frequency (%) |
| 0 | 77609 | |
| 0.2 | 912 | 0.7% |
| 0.4 | 508 | 0.4% |
| 0.6 | 364 | 0.3% |
| 0.8 | 254 | 0.2% |
| 1 | 576 | 0.4% |
| 1.2 | 554 | 0.4% |
| 1.4 | 434 | 0.3% |
| 1.6 | 336 | 0.3% |
| 1.8 | 283 | 0.2% |
| Value | Count | Frequency (%) |
| 163.6 | 1 | |
| 157.8 | 1 | |
| 144.2 | 1 | |
| 144 | 1 | |
| 139.6 | 1 | |
| 137 | 1 | |
| 133.8 | 1 | |
| 131.4 | 1 | |
| 131 | 1 | |
| 129.6 | 1 |
| Distinct | 1384 |
|---|---|
| Distinct (%) | 1.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 1.0 MiB |
| 2021-05-23T15:00:00Z | 713 |
|---|---|
| 2017-05-21T14:00:00Z | 683 |
| 2020-07-26T15:00:00Z | 666 |
| 2018-05-13T14:00:00Z | 647 |
| 2019-05-12T14:00:00Z | 624 |
| Other values (1379) |
Length
| Max length | 20 |
|---|---|
| Median length | 20 |
| Mean length | 20 |
| Min length | 20 |
Characters and Unicode
| Total characters | 2671960 |
|---|---|
| Distinct characters | 14 |
| Distinct categories | 4 ? |
| Distinct scripts | 2 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 2016-08-15T19:00:00Z |
|---|---|
| 2nd row | 2016-08-13T14:00:00Z |
| 3rd row | 2016-08-14T15:00:00Z |
| 4th row | 2016-08-13T14:00:00Z |
| 5th row | 2016-08-15T19:00:00Z |
Common Values
| Value | Count | Frequency (%) |
| 2021-05-23T15:00:00Z | 713 | 0.5% |
| 2017-05-21T14:00:00Z | 683 | 0.5% |
| 2020-07-26T15:00:00Z | 666 | 0.5% |
| 2018-05-13T14:00:00Z | 647 | 0.5% |
| 2019-05-12T14:00:00Z | 624 | 0.5% |
| 2022-02-19T15:00:00Z | 442 | 0.3% |
| 2017-04-01T14:00:00Z | 406 | 0.3% |
| 2017-02-04T15:00:00Z | 405 | 0.3% |
| 2017-01-14T15:00:00Z | 390 | 0.3% |
| 2017-01-31T19:45:00Z | 387 | 0.3% |
| Other values (1374) | 128235 |
Length
| Value | Count | Frequency (%) |
| 2021-05-23t15:00:00z | 713 | 0.5% |
| 2017-05-21t14:00:00z | 683 | 0.5% |
| 2020-07-26t15:00:00z | 666 | 0.5% |
| 2018-05-13t14:00:00z | 647 | 0.5% |
| 2019-05-12t14:00:00z | 624 | 0.5% |
| 2022-02-19t15:00:00z | 442 | 0.3% |
| 2017-04-01t14:00:00z | 406 | 0.3% |
| 2017-02-04t15:00:00z | 405 | 0.3% |
| 2017-01-14t15:00:00z | 390 | 0.3% |
| 2017-01-31t19:45:00z | 387 | 0.3% |
| Other values (1374) | 128235 |
Most occurring characters
| Value | Count | Frequency (%) |
| 0 | 784718 | |
| 1 | 376588 | |
| 2 | 312031 | 11.7% |
| - | 267196 | 10.0% |
| : | 267196 | 10.0% |
| T | 133598 | 5.0% |
| Z | 133598 | 5.0% |
| 3 | 72215 | 2.7% |
| 5 | 68636 | 2.6% |
| 9 | 62407 | 2.3% |
| Other values (4) | 193777 | 7.3% |
Most occurring categories
| Value | Count | Frequency (%) |
| Decimal Number | 1870372 | |
| Dash Punctuation | 267196 | 10.0% |
| Other Punctuation | 267196 | 10.0% |
| Uppercase Letter | 267196 | 10.0% |
Most frequent character per category
Decimal Number
| Value | Count | Frequency (%) |
| 0 | 784718 | |
| 1 | 376588 | |
| 2 | 312031 | 16.7% |
| 3 | 72215 | 3.9% |
| 5 | 68636 | 3.7% |
| 9 | 62407 | 3.3% |
| 4 | 60157 | 3.2% |
| 7 | 49060 | 2.6% |
| 8 | 46735 | 2.5% |
| 6 | 37825 | 2.0% |
Uppercase Letter
| Value | Count | Frequency (%) |
| T | 133598 | |
| Z | 133598 |
Dash Punctuation
| Value | Count | Frequency (%) |
| - | 267196 |
Other Punctuation
| Value | Count | Frequency (%) |
| : | 267196 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Common | 2404764 | |
| Latin | 267196 | 10.0% |
Most frequent character per script
Common
| Value | Count | Frequency (%) |
| 0 | 784718 | |
| 1 | 376588 | |
| 2 | 312031 | 13.0% |
| - | 267196 | 11.1% |
| : | 267196 | 11.1% |
| 3 | 72215 | 3.0% |
| 5 | 68636 | 2.9% |
| 9 | 62407 | 2.6% |
| 4 | 60157 | 2.5% |
| 7 | 49060 | 2.0% |
| Other values (2) | 84560 | 3.5% |
Latin
| Value | Count | Frequency (%) |
| T | 133598 | |
| Z | 133598 |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 2671960 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| 0 | 784718 | |
| 1 | 376588 | |
| 2 | 312031 | 11.7% |
| - | 267196 | 10.0% |
| : | 267196 | 10.0% |
| T | 133598 | 5.0% |
| Z | 133598 | 5.0% |
| 3 | 72215 | 2.7% |
| 5 | 68636 | 2.6% |
| 9 | 62407 | 2.3% |
| Other values (4) | 193777 | 7.3% |
| Distinct | 91 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 32.31013189 |
| Minimum | 0 |
|---|---|
| Maximum | 90 |
| Zeros | 73252 |
| Zeros (%) | 54.8% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 1.0 MiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 0 |
| Q3 | 90 |
| 95-th percentile | 90 |
| Maximum | 90 |
| Range | 90 |
| Interquartile range (IQR) | 90 |
Descriptive statistics
| Standard deviation | 40.62748335 |
|---|---|
| Coefficient of variation (CV) | 1.257422393 |
| Kurtosis | -1.562113344 |
| Mean | 32.31013189 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 0.5841632447 |
| Sum | 4316569 |
| Variance | 1650.592403 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 73252 | |
| 90 | 36349 | |
| 45 | 1561 | 1.2% |
| 1 | 952 | 0.7% |
| 77 | 422 | 0.3% |
| 12 | 419 | 0.3% |
| 10 | 398 | 0.3% |
| 79 | 392 | 0.3% |
| 78 | 387 | 0.3% |
| 11 | 384 | 0.3% |
| Other values (81) | 19082 | 14.3% |
| Value | Count | Frequency (%) |
| 0 | 73252 | |
| 1 | 952 | 0.7% |
| 2 | 298 | 0.2% |
| 3 | 274 | 0.2% |
| 4 | 295 | 0.2% |
| 5 | 308 | 0.2% |
| 6 | 343 | 0.3% |
| 7 | 365 | 0.3% |
| 8 | 372 | 0.3% |
| 9 | 357 | 0.3% |
| Value | Count | Frequency (%) |
| 90 | 36349 | |
| 89 | 194 | 0.1% |
| 88 | 248 | 0.2% |
| 87 | 295 | 0.2% |
| 86 | 282 | 0.2% |
| 85 | 288 | 0.2% |
| 84 | 314 | 0.2% |
| 83 | 345 | 0.3% |
| 82 | 378 | 0.3% |
| 81 | 358 | 0.3% |
opponent_team
Real number (ℝ≥0)
| Distinct | 20 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 10.50653453 |
| Minimum | 1 |
|---|---|
| Maximum | 20 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 1.0 MiB |
Quantile statistics
| Minimum | 1 |
|---|---|
| 5-th percentile | 2 |
| Q1 | 5 |
| median | 11 |
| Q3 | 16 |
| 95-th percentile | 20 |
| Maximum | 20 |
| Range | 19 |
| Interquartile range (IQR) | 11 |
Descriptive statistics
| Standard deviation | 5.771480137 |
|---|---|
| Coefficient of variation (CV) | 0.5493229115 |
| Kurtosis | -1.207590133 |
| Mean | 10.50653453 |
| Median Absolute Deviation (MAD) | 5 |
| Skewness | -0.002217076822 |
| Sum | 1403652 |
| Variance | 33.30998297 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 20 | 6732 | 5.0% |
| 3 | 6725 | 5.0% |
| 10 | 6723 | 5.0% |
| 11 | 6714 | 5.0% |
| 14 | 6713 | 5.0% |
| 4 | 6712 | 5.0% |
| 2 | 6712 | 5.0% |
| 17 | 6707 | 5.0% |
| 19 | 6706 | 5.0% |
| 15 | 6694 | 5.0% |
| Other values (10) | 66460 |
| Value | Count | Frequency (%) |
| 1 | 6673 | |
| 2 | 6712 | |
| 3 | 6725 | |
| 4 | 6712 | |
| 5 | 6609 | |
| 6 | 6632 | |
| 7 | 6682 | |
| 8 | 6593 | |
| 9 | 6619 | |
| 10 | 6723 |
| Value | Count | Frequency (%) |
| 20 | 6732 | |
| 19 | 6706 | |
| 18 | 6639 | |
| 17 | 6707 | |
| 16 | 6687 | |
| 15 | 6694 | |
| 14 | 6713 | |
| 13 | 6651 | |
| 12 | 6675 | |
| 11 | 6714 |
own_goals
Categorical
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 1.0 MiB |
| 0 | |
|---|---|
| 1 | 198 |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Characters and Unicode
| Total characters | 133598 |
|---|---|
| Distinct characters | 2 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 0 |
|---|---|
| 2nd row | 0 |
| 3rd row | 0 |
| 4th row | 0 |
| 5th row | 0 |
Common Values
| Value | Count | Frequency (%) |
| 0 | 133400 | |
| 1 | 198 | 0.1% |
Length
Category Frequency Plot
| Value | Count | Frequency (%) |
| 0 | 133400 | |
| 1 | 198 | 0.1% |
Most occurring characters
| Value | Count | Frequency (%) |
| 0 | 133400 | |
| 1 | 198 | 0.1% |
Most occurring categories
| Value | Count | Frequency (%) |
| Decimal Number | 133598 |
Most frequent character per category
Decimal Number
| Value | Count | Frequency (%) |
| 0 | 133400 | |
| 1 | 198 | 0.1% |
Most occurring scripts
| Value | Count | Frequency (%) |
| Common | 133598 |
Most frequent character per script
Common
| Value | Count | Frequency (%) |
| 0 | 133400 | |
| 1 | 198 | 0.1% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 133598 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| 0 | 133400 | |
| 1 | 198 | 0.1% |
penalties_missed
Categorical
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 1.0 MiB |
| 0 | |
|---|---|
| 1 | 123 |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Characters and Unicode
| Total characters | 133598 |
|---|---|
| Distinct characters | 2 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 0 |
|---|---|
| 2nd row | 0 |
| 3rd row | 0 |
| 4th row | 0 |
| 5th row | 0 |
Common Values
| Value | Count | Frequency (%) |
| 0 | 133475 | |
| 1 | 123 | 0.1% |
Length
Category Frequency Plot
| Value | Count | Frequency (%) |
| 0 | 133475 | |
| 1 | 123 | 0.1% |
Most occurring characters
| Value | Count | Frequency (%) |
| 0 | 133475 | |
| 1 | 123 | 0.1% |
Most occurring categories
| Value | Count | Frequency (%) |
| Decimal Number | 133598 |
Most frequent character per category
Decimal Number
| Value | Count | Frequency (%) |
| 0 | 133475 | |
| 1 | 123 | 0.1% |
Most occurring scripts
| Value | Count | Frequency (%) |
| Common | 133598 |
Most frequent character per script
Common
| Value | Count | Frequency (%) |
| 0 | 133475 | |
| 1 | 123 | 0.1% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 133598 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| 0 | 133475 | |
| 1 | 123 | 0.1% |
penalties_saved
Categorical
| Distinct | 3 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 1.0 MiB |
| 0 | |
|---|---|
| 1 | 89 |
| 2 | 2 |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Characters and Unicode
| Total characters | 133598 |
|---|---|
| Distinct characters | 3 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 0 |
|---|---|
| 2nd row | 0 |
| 3rd row | 0 |
| 4th row | 0 |
| 5th row | 0 |
Common Values
| Value | Count | Frequency (%) |
| 0 | 133507 | |
| 1 | 89 | 0.1% |
| 2 | 2 | < 0.1% |
Length
Category Frequency Plot
| Value | Count | Frequency (%) |
| 0 | 133507 | |
| 1 | 89 | 0.1% |
| 2 | 2 | < 0.1% |
Most occurring characters
| Value | Count | Frequency (%) |
| 0 | 133507 | |
| 1 | 89 | 0.1% |
| 2 | 2 | < 0.1% |
Most occurring categories
| Value | Count | Frequency (%) |
| Decimal Number | 133598 |
Most frequent character per category
Decimal Number
| Value | Count | Frequency (%) |
| 0 | 133507 | |
| 1 | 89 | 0.1% |
| 2 | 2 | < 0.1% |
Most occurring scripts
| Value | Count | Frequency (%) |
| Common | 133598 |
Most frequent character per script
Common
| Value | Count | Frequency (%) |
| 0 | 133507 | |
| 1 | 89 | 0.1% |
| 2 | 2 | < 0.1% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 133598 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| 0 | 133507 | |
| 1 | 89 | 0.1% |
| 2 | 2 | < 0.1% |
red_cards
Categorical
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 1.0 MiB |
| 0 | |
|---|---|
| 1 | 253 |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Characters and Unicode
| Total characters | 133598 |
|---|---|
| Distinct characters | 2 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 0 |
|---|---|
| 2nd row | 0 |
| 3rd row | 0 |
| 4th row | 0 |
| 5th row | 0 |
Common Values
| Value | Count | Frequency (%) |
| 0 | 133345 | |
| 1 | 253 | 0.2% |
Length
Category Frequency Plot
| Value | Count | Frequency (%) |
| 0 | 133345 | |
| 1 | 253 | 0.2% |
Most occurring characters
| Value | Count | Frequency (%) |
| 0 | 133345 | |
| 1 | 253 | 0.2% |
Most occurring categories
| Value | Count | Frequency (%) |
| Decimal Number | 133598 |
Most frequent character per category
Decimal Number
| Value | Count | Frequency (%) |
| 0 | 133345 | |
| 1 | 253 | 0.2% |
Most occurring scripts
| Value | Count | Frequency (%) |
| Common | 133598 |
Most frequent character per script
Common
| Value | Count | Frequency (%) |
| 0 | 133345 | |
| 1 | 253 | 0.2% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 133598 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| 0 | 133345 | |
| 1 | 253 | 0.2% |
| Distinct | 47 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 20.15223282 |
| Minimum | 1 |
|---|---|
| Maximum | 47 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 1.0 MiB |
Quantile statistics
| Minimum | 1 |
|---|---|
| 5-th percentile | 3 |
| Q1 | 10 |
| median | 20 |
| Q3 | 29 |
| 95-th percentile | 38 |
| Maximum | 47 |
| Range | 46 |
| Interquartile range (IQR) | 19 |
Descriptive statistics
| Standard deviation | 11.47187289 |
|---|---|
| Coefficient of variation (CV) | 0.5692606368 |
| Kurtosis | -0.9051103233 |
| Mean | 20.15223282 |
| Median Absolute Deviation (MAD) | 9 |
| Skewness | 0.1590178753 |
| Sum | 2692298 |
| Variance | 131.6038675 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 26 | 4534 | 3.4% |
| 25 | 3978 | 3.0% |
| 24 | 3944 | 3.0% |
| 22 | 3878 | 2.9% |
| 23 | 3862 | 2.9% |
| 27 | 3838 | 2.9% |
| 29 | 3798 | 2.8% |
| 19 | 3761 | 2.8% |
| 28 | 3689 | 2.8% |
| 21 | 3649 | 2.7% |
| Other values (37) | 94667 |
| Value | Count | Frequency (%) |
| 1 | 3065 | |
| 2 | 3214 | |
| 3 | 3270 | |
| 4 | 3355 | |
| 5 | 3395 | |
| 6 | 3416 | |
| 7 | 3438 | |
| 8 | 3459 | |
| 9 | 3473 | |
| 10 | 3491 |
| Value | Count | Frequency (%) |
| 47 | 666 | 0.5% |
| 46 | 665 | 0.5% |
| 45 | 661 | 0.5% |
| 44 | 654 | 0.5% |
| 43 | 653 | 0.5% |
| 42 | 652 | 0.5% |
| 41 | 648 | 0.5% |
| 40 | 644 | 0.5% |
| 39 | 761 | 0.6% |
| 38 | 2667 |
| Distinct | 15 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.0958247878 |
| Minimum | 0 |
|---|---|
| Maximum | 14 |
| Zeros | 129543 |
| Zeros (%) | 97.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 1.0 MiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 0 |
| Q3 | 0 |
| 95-th percentile | 0 |
| Maximum | 14 |
| Range | 14 |
| Interquartile range (IQR) | 0 |
Descriptive statistics
| Standard deviation | 0.6323516765 |
|---|---|
| Coefficient of variation (CV) | 6.599040718 |
| Kurtosis | 77.214323 |
| Mean | 0.0958247878 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 8.138692724 |
| Sum | 12802 |
| Variance | 0.3998686428 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 129543 | |
| 2 | 961 | 0.7% |
| 1 | 816 | 0.6% |
| 3 | 808 | 0.6% |
| 4 | 612 | 0.5% |
| 5 | 383 | 0.3% |
| 6 | 244 | 0.2% |
| 7 | 125 | 0.1% |
| 8 | 52 | < 0.1% |
| 9 | 34 | < 0.1% |
| Other values (5) | 20 | < 0.1% |
| Value | Count | Frequency (%) |
| 0 | 129543 | |
| 1 | 816 | 0.6% |
| 2 | 961 | 0.7% |
| 3 | 808 | 0.6% |
| 4 | 612 | 0.5% |
| 5 | 383 | 0.3% |
| 6 | 244 | 0.2% |
| 7 | 125 | 0.1% |
| 8 | 52 | < 0.1% |
| 9 | 34 | < 0.1% |
| Value | Count | Frequency (%) |
| 14 | 1 | < 0.1% |
| 13 | 1 | < 0.1% |
| 12 | 2 | < 0.1% |
| 11 | 5 | < 0.1% |
| 10 | 11 | < 0.1% |
| 9 | 34 | < 0.1% |
| 8 | 52 | < 0.1% |
| 7 | 125 | 0.1% |
| 6 | 244 | |
| 5 | 383 |
| Distinct | 77275 |
|---|---|
| Distinct (%) | 57.8% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 159575.9188 |
| Minimum | 0 |
|---|---|
| Maximum | 6483921 |
| Zeros | 740 |
| Zeros (%) | 0.6% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 1.0 MiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 506 |
| Q1 | 5355 |
| median | 23682.5 |
| Q3 | 121308.25 |
| 95-th percentile | 804247.55 |
| Maximum | 6483921 |
| Range | 6483921 |
| Interquartile range (IQR) | 115953.25 |
Descriptive statistics
| Standard deviation | 390345.3434 |
|---|---|
| Coefficient of variation (CV) | 2.446141914 |
| Kurtosis | 37.77205216 |
| Mean | 159575.9188 |
| Median Absolute Deviation (MAD) | 22319.5 |
| Skewness | 5.222675061 |
| Sum | 2.13190236 × 1010 |
| Variance | 1.523694871 × 1011 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 740 | 0.6% |
| 39 | 40 | < 0.1% |
| 289 | 26 | < 0.1% |
| 60 | 25 | < 0.1% |
| 40 | 25 | < 0.1% |
| 321 | 24 | < 0.1% |
| 459 | 23 | < 0.1% |
| 323 | 23 | < 0.1% |
| 273 | 22 | < 0.1% |
| 329 | 22 | < 0.1% |
| Other values (77265) | 132628 |
| Value | Count | Frequency (%) |
| 0 | 740 | |
| 4 | 1 | < 0.1% |
| 6 | 1 | < 0.1% |
| 8 | 1 | < 0.1% |
| 9 | 1 | < 0.1% |
| 10 | 2 | < 0.1% |
| 11 | 2 | < 0.1% |
| 12 | 2 | < 0.1% |
| 13 | 4 | < 0.1% |
| 14 | 3 | < 0.1% |
| Value | Count | Frequency (%) |
| 6483921 | 1 | |
| 6467029 | 1 | |
| 6414019 | 1 | |
| 6375874 | 1 | |
| 6310003 | 1 | |
| 6294628 | 1 | |
| 6199228 | 1 | |
| 6116608 | 1 | |
| 6023450 | 1 | |
| 5847988 | 1 |
| Distinct | 9 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 59 |
| Missing (%) | < 0.1% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 1.236799736 |
| Minimum | 0 |
|---|---|
| Maximum | 9 |
| Zeros | 43513 |
| Zeros (%) | 32.6% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 1.0 MiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 1 |
| Q3 | 2 |
| 95-th percentile | 3 |
| Maximum | 9 |
| Range | 9 |
| Interquartile range (IQR) | 2 |
Descriptive statistics
| Standard deviation | 1.210256602 |
|---|---|
| Coefficient of variation (CV) | 0.9785388586 |
| Kurtosis | 1.560390217 |
| Mean | 1.236799736 |
| Median Absolute Deviation (MAD) | 1 |
| Skewness | 1.098277108 |
| Sum | 165161 |
| Variance | 1.464721044 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 1 | 43773 | |
| 0 | 43513 | |
| 2 | 26728 | |
| 3 | 12877 | 9.6% |
| 4 | 4730 | 3.5% |
| 5 | 1432 | 1.1% |
| 6 | 297 | 0.2% |
| 7 | 131 | 0.1% |
| 9 | 58 | < 0.1% |
| (Missing) | 59 | < 0.1% |
| Value | Count | Frequency (%) |
| 0 | 43513 | |
| 1 | 43773 | |
| 2 | 26728 | |
| 3 | 12877 | 9.6% |
| 4 | 4730 | 3.5% |
| 5 | 1432 | 1.1% |
| 6 | 297 | 0.2% |
| 7 | 131 | 0.1% |
| 9 | 58 | < 0.1% |
| Value | Count | Frequency (%) |
| 9 | 58 | < 0.1% |
| 7 | 131 | 0.1% |
| 6 | 297 | 0.2% |
| 5 | 1432 | 1.1% |
| 4 | 4730 | 3.5% |
| 3 | 12877 | 9.6% |
| 2 | 26728 | |
| 1 | 43773 | |
| 0 | 43513 |
| Distinct | 10 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 59 |
| Missing (%) | < 0.1% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 1.506608556 |
| Minimum | 0 |
|---|---|
| Maximum | 9 |
| Zeros | 32545 |
| Zeros (%) | 24.4% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 1.0 MiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 1 |
| median | 1 |
| Q3 | 2 |
| 95-th percentile | 4 |
| Maximum | 9 |
| Range | 9 |
| Interquartile range (IQR) | 1 |
Descriptive statistics
| Standard deviation | 1.309143275 |
|---|---|
| Coefficient of variation (CV) | 0.8689339178 |
| Kurtosis | 1.289726505 |
| Mean | 1.506608556 |
| Median Absolute Deviation (MAD) | 1 |
| Skewness | 0.9900795368 |
| Sum | 201191 |
| Variance | 1.713856115 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 1 | 43028 | |
| 0 | 32545 | |
| 2 | 31285 | |
| 3 | 16264 | 12.2% |
| 4 | 6743 | 5.0% |
| 5 | 2772 | 2.1% |
| 6 | 541 | 0.4% |
| 7 | 237 | 0.2% |
| 9 | 72 | 0.1% |
| 8 | 52 | < 0.1% |
| (Missing) | 59 | < 0.1% |
| Value | Count | Frequency (%) |
| 0 | 32545 | |
| 1 | 43028 | |
| 2 | 31285 | |
| 3 | 16264 | 12.2% |
| 4 | 6743 | 5.0% |
| 5 | 2772 | 2.1% |
| 6 | 541 | 0.4% |
| 7 | 237 | 0.2% |
| 8 | 52 | < 0.1% |
| 9 | 72 | 0.1% |
| Value | Count | Frequency (%) |
| 9 | 72 | 0.1% |
| 8 | 52 | < 0.1% |
| 7 | 237 | 0.2% |
| 6 | 541 | 0.4% |
| 5 | 2772 | 2.1% |
| 4 | 6743 | 5.0% |
| 3 | 16264 | 12.2% |
| 2 | 31285 | |
| 1 | 43028 | |
| 0 | 32545 |
| Distinct | 153 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 5.370432192 |
| Minimum | 0 |
|---|---|
| Maximum | 199 |
| Zeros | 94571 |
| Zeros (%) | 70.8% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 1.0 MiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 0 |
| Q3 | 2 |
| 95-th percentile | 34 |
| Maximum | 199 |
| Range | 199 |
| Interquartile range (IQR) | 2 |
Descriptive statistics
| Standard deviation | 13.58207808 |
|---|---|
| Coefficient of variation (CV) | 2.529047495 |
| Kurtosis | 18.21792722 |
| Mean | 5.370432192 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 3.77329199 |
| Sum | 717479 |
| Variance | 184.4728451 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 94571 | |
| 2 | 6066 | 4.5% |
| 4 | 3723 | 2.8% |
| 8 | 2171 | 1.6% |
| 6 | 1913 | 1.4% |
| 1 | 1340 | 1.0% |
| 17 | 1229 | 0.9% |
| 10 | 1147 | 0.9% |
| 7 | 1090 | 0.8% |
| 18 | 964 | 0.7% |
| Other values (143) | 19384 | 14.5% |
| Value | Count | Frequency (%) |
| 0 | 94571 | |
| 1 | 1340 | 1.0% |
| 2 | 6066 | 4.5% |
| 3 | 672 | 0.5% |
| 4 | 3723 | 2.8% |
| 5 | 458 | 0.3% |
| 6 | 1913 | 1.4% |
| 7 | 1090 | 0.8% |
| 8 | 2171 | 1.6% |
| 9 | 871 | 0.7% |
| Value | Count | Frequency (%) |
| 199 | 1 | |
| 186 | 1 | |
| 181 | 1 | |
| 176 | 1 | |
| 161 | 2 | |
| 154 | 1 | |
| 152 | 2 | |
| 151 | 2 | |
| 148 | 1 | |
| 147 | 1 |
total_points
Real number (ℝ)
HIGH CORRELATIONHIGH CORRELATIONHIGH CORRELATIONHIGH CORRELATIONZEROS| Distinct | 32 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 1.346277639 |
| Minimum | -7 |
|---|---|
| Maximum | 29 |
| Zeros | 76033 |
| Zeros (%) | 56.9% |
| Negative | 606 |
| Negative (%) | 0.5% |
| Memory size | 1.0 MiB |
Quantile statistics
| Minimum | -7 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 0 |
| Q3 | 2 |
| 95-th percentile | 7 |
| Maximum | 29 |
| Range | 36 |
| Interquartile range (IQR) | 2 |
Descriptive statistics
| Standard deviation | 2.502680141 |
|---|---|
| Coefficient of variation (CV) | 1.858962868 |
| Kurtosis | 9.382405114 |
| Mean | 1.346277639 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 2.781693113 |
| Sum | 179860 |
| Variance | 6.26340789 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 76033 | |
| 1 | 19755 | 14.8% |
| 2 | 17298 | 12.9% |
| 3 | 4672 | 3.5% |
| 6 | 4635 | 3.5% |
| 5 | 2212 | 1.7% |
| 7 | 1903 | 1.4% |
| 8 | 1660 | 1.2% |
| 9 | 1187 | 0.9% |
| 4 | 1057 | 0.8% |
| Other values (22) | 3186 | 2.4% |
| Value | Count | Frequency (%) |
| -7 | 1 | < 0.1% |
| -6 | 1 | < 0.1% |
| -4 | 6 | < 0.1% |
| -3 | 37 | < 0.1% |
| -2 | 159 | 0.1% |
| -1 | 402 | 0.3% |
| 0 | 76033 | |
| 1 | 19755 | 14.8% |
| 2 | 17298 | 12.9% |
| 3 | 4672 | 3.5% |
| Value | Count | Frequency (%) |
| 29 | 1 | < 0.1% |
| 26 | 1 | < 0.1% |
| 24 | 6 | < 0.1% |
| 23 | 2 | < 0.1% |
| 21 | 20 | < 0.1% |
| 20 | 18 | < 0.1% |
| 19 | 21 | < 0.1% |
| 18 | 35 | < 0.1% |
| 17 | 48 | |
| 16 | 100 |
| Distinct | 35511 |
|---|---|
| Distinct (%) | 26.6% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 893.1517762 |
| Minimum | -1857821 |
|---|---|
| Maximum | 1983733 |
| Zeros | 4824 |
| Zeros (%) | 3.6% |
| Negative | 88363 |
| Negative (%) | 66.1% |
| Memory size | 1.0 MiB |
Quantile statistics
| Minimum | -1857821 |
|---|---|
| 5-th percentile | -24104 |
| Q1 | -1235 |
| median | -69 |
| Q3 | 44 |
| 95-th percentile | 27738.5 |
| Maximum | 1983733 |
| Range | 3841554 |
| Interquartile range (IQR) | 1279 |
Descriptive statistics
| Standard deviation | 51237.70989 |
|---|---|
| Coefficient of variation (CV) | 57.36730448 |
| Kurtosis | 188.491352 |
| Mean | 893.1517762 |
| Median Absolute Deviation (MAD) | 554 |
| Skewness | 0.6050967415 |
| Sum | 119323291 |
| Variance | 2625302915 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 4824 | 3.6% |
| -1 | 976 | 0.7% |
| -2 | 954 | 0.7% |
| -3 | 859 | 0.6% |
| -4 | 786 | 0.6% |
| -5 | 714 | 0.5% |
| -7 | 670 | 0.5% |
| -6 | 645 | 0.5% |
| -8 | 604 | 0.5% |
| 1 | 596 | 0.4% |
| Other values (35501) | 121970 |
| Value | Count | Frequency (%) |
| -1857821 | 1 | |
| -1734284 | 1 | |
| -1457440 | 1 | |
| -1347561 | 1 | |
| -1309566 | 1 | |
| -1308054 | 1 | |
| -1299896 | 1 | |
| -1285903 | 1 | |
| -1245778 | 1 | |
| -1245393 | 1 |
| Value | Count | Frequency (%) |
| 1983733 | 1 | |
| 1907229 | 1 | |
| 1288494 | 1 | |
| 1256075 | 2 | |
| 1253852 | 1 | |
| 1090832 | 1 | |
| 1089298 | 2 | |
| 1033358 | 1 | |
| 1011895 | 1 | |
| 995975 | 1 |
transfers_in
Real number (ℝ≥0)
HIGH CORRELATIONHIGH CORRELATIONHIGH CORRELATIONHIGH CORRELATIONZEROS| Distinct | 26237 |
|---|---|
| Distinct (%) | 19.6% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 11105.49463 |
| Minimum | 0 |
|---|---|
| Maximum | 2104464 |
| Zeros | 9059 |
| Zeros (%) | 6.8% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 1.0 MiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 42 |
| median | 349 |
| Q3 | 3762 |
| 95-th percentile | 54316.7 |
| Maximum | 2104464 |
| Range | 2104464 |
| Interquartile range (IQR) | 3720 |
Descriptive statistics
| Standard deviation | 44234.15593 |
|---|---|
| Coefficient of variation (CV) | 3.983087417 |
| Kurtosis | 201.376068 |
| Mean | 11105.49463 |
| Median Absolute Deviation (MAD) | 347 |
| Skewness | 10.71981616 |
| Sum | 1483671872 |
| Variance | 1956660551 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 9059 | 6.8% |
| 2 | 1014 | 0.8% |
| 1 | 993 | 0.7% |
| 3 | 930 | 0.7% |
| 4 | 903 | 0.7% |
| 5 | 899 | 0.7% |
| 6 | 820 | 0.6% |
| 7 | 813 | 0.6% |
| 8 | 765 | 0.6% |
| 10 | 761 | 0.6% |
| Other values (26227) | 116641 |
| Value | Count | Frequency (%) |
| 0 | 9059 | |
| 1 | 993 | 0.7% |
| 2 | 1014 | 0.8% |
| 3 | 930 | 0.7% |
| 4 | 903 | 0.7% |
| 5 | 899 | 0.7% |
| 6 | 820 | 0.6% |
| 7 | 813 | 0.6% |
| 8 | 765 | 0.6% |
| 9 | 748 | 0.6% |
| Value | Count | Frequency (%) |
| 2104464 | 1 | |
| 1991731 | 1 | |
| 1318751 | 1 | |
| 1289456 | 1 | |
| 1263924 | 2 | |
| 1193587 | 1 | |
| 1127867 | 1 | |
| 1114343 | 2 | |
| 1064559 | 1 | |
| 1055501 | 1 |
transfers_out
Real number (ℝ≥0)
HIGH CORRELATIONHIGH CORRELATIONHIGH CORRELATIONHIGH CORRELATIONZEROS| Distinct | 28652 |
|---|---|
| Distinct (%) | 21.4% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 10211.8597 |
| Minimum | 0 |
|---|---|
| Maximum | 1872898 |
| Zeros | 4217 |
| Zeros (%) | 3.2% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 1.0 MiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 5 |
| Q1 | 125 |
| median | 927 |
| Q3 | 6087 |
| 95-th percentile | 46008.95 |
| Maximum | 1872898 |
| Range | 1872898 |
| Interquartile range (IQR) | 5962 |
Descriptive statistics
| Standard deviation | 37826.58606 |
|---|---|
| Coefficient of variation (CV) | 3.704181919 |
| Kurtosis | 373.4981141 |
| Mean | 10211.8597 |
| Median Absolute Deviation (MAD) | 908 |
| Skewness | 14.59712497 |
| Sum | 1364284032 |
| Variance | 1430850613 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 4217 | 3.2% |
| 4 | 557 | 0.4% |
| 2 | 525 | 0.4% |
| 10 | 490 | 0.4% |
| 9 | 482 | 0.4% |
| 8 | 481 | 0.4% |
| 7 | 480 | 0.4% |
| 1 | 480 | 0.4% |
| 3 | 466 | 0.3% |
| 5 | 458 | 0.3% |
| Other values (28642) | 124962 |
| Value | Count | Frequency (%) |
| 0 | 4217 | |
| 1 | 480 | 0.4% |
| 2 | 525 | 0.4% |
| 3 | 466 | 0.3% |
| 4 | 557 | 0.4% |
| 5 | 458 | 0.3% |
| 6 | 439 | 0.3% |
| 7 | 480 | 0.4% |
| 8 | 481 | 0.4% |
| 9 | 482 | 0.4% |
| Value | Count | Frequency (%) |
| 1872898 | 1 | |
| 1782662 | 1 | |
| 1571213 | 1 | |
| 1395400 | 1 | |
| 1391035 | 1 | |
| 1382044 | 1 | |
| 1380165 | 1 | |
| 1343610 | 1 | |
| 1291138 | 1 | |
| 1288089 | 2 |
| Distinct | 100 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 51.59444752 |
| Minimum | 37 |
|---|---|
| Maximum | 136 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 1.0 MiB |
Quantile statistics
| Minimum | 37 |
|---|---|
| 5-th percentile | 40 |
| Q1 | 44 |
| median | 48 |
| Q3 | 55 |
| 95-th percentile | 75 |
| Maximum | 136 |
| Range | 99 |
| Interquartile range (IQR) | 11 |
Descriptive statistics
| Standard deviation | 12.48928334 |
|---|---|
| Coefficient of variation (CV) | 0.2420664227 |
| Kurtosis | 9.05505825 |
| Mean | 51.59444752 |
| Median Absolute Deviation (MAD) | 5 |
| Skewness | 2.617414974 |
| Sum | 6892915 |
| Variance | 155.9821984 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 45 | 18635 | 13.9% |
| 44 | 11277 | 8.4% |
| 50 | 9157 | 6.9% |
| 43 | 8703 | 6.5% |
| 40 | 8701 | 6.5% |
| 49 | 6660 | 5.0% |
| 48 | 6182 | 4.6% |
| 55 | 4996 | 3.7% |
| 54 | 4888 | 3.7% |
| 47 | 4824 | 3.6% |
| Other values (90) | 49575 |
| Value | Count | Frequency (%) |
| 37 | 11 | < 0.1% |
| 38 | 253 | 0.2% |
| 39 | 2329 | 1.7% |
| 40 | 8701 | |
| 41 | 983 | 0.7% |
| 42 | 3985 | 3.0% |
| 43 | 8703 | |
| 44 | 11277 | |
| 45 | 18635 | |
| 46 | 2863 | 2.1% |
| Value | Count | Frequency (%) |
| 136 | 5 | < 0.1% |
| 135 | 2 | < 0.1% |
| 134 | 2 | < 0.1% |
| 133 | 5 | < 0.1% |
| 132 | 10 | < 0.1% |
| 131 | 15 | |
| 130 | 27 | |
| 129 | 20 | |
| 128 | 36 | |
| 127 | 22 |
was_home
Boolean
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 130.6 KiB |
| False | |
|---|---|
| True |
| Value | Count | Frequency (%) |
| False | 66818 | |
| True | 66780 |
yellow_cards
Categorical
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 1.0 MiB |
| 0 | |
|---|---|
| 1 | 7162 |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Characters and Unicode
| Total characters | 133598 |
|---|---|
| Distinct characters | 2 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 0 |
|---|---|
| 2nd row | 0 |
| 3rd row | 0 |
| 4th row | 0 |
| 5th row | 0 |
Common Values
| Value | Count | Frequency (%) |
| 0 | 126436 | |
| 1 | 7162 | 5.4% |
Length
Category Frequency Plot
| Value | Count | Frequency (%) |
| 0 | 126436 | |
| 1 | 7162 | 5.4% |
Most occurring characters
| Value | Count | Frequency (%) |
| 0 | 126436 | |
| 1 | 7162 | 5.4% |
Most occurring categories
| Value | Count | Frequency (%) |
| Decimal Number | 133598 |
Most frequent character per category
Decimal Number
| Value | Count | Frequency (%) |
| 0 | 126436 | |
| 1 | 7162 | 5.4% |
Most occurring scripts
| Value | Count | Frequency (%) |
| Common | 133598 |
Most frequent character per script
Common
| Value | Count | Frequency (%) |
| 0 | 126436 | |
| 1 | 7162 | 5.4% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 133598 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| 0 | 126436 | |
| 1 | 7162 | 5.4% |
| Distinct | 47 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 20.15223282 |
| Minimum | 1 |
|---|---|
| Maximum | 47 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 1.0 MiB |
Quantile statistics
| Minimum | 1 |
|---|---|
| 5-th percentile | 3 |
| Q1 | 10 |
| median | 20 |
| Q3 | 29 |
| 95-th percentile | 38 |
| Maximum | 47 |
| Range | 46 |
| Interquartile range (IQR) | 19 |
Descriptive statistics
| Standard deviation | 11.47187289 |
|---|---|
| Coefficient of variation (CV) | 0.5692606368 |
| Kurtosis | -0.9051103233 |
| Mean | 20.15223282 |
| Median Absolute Deviation (MAD) | 9 |
| Skewness | 0.1590178753 |
| Sum | 2692298 |
| Variance | 131.6038675 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 26 | 4534 | 3.4% |
| 25 | 3978 | 3.0% |
| 24 | 3944 | 3.0% |
| 22 | 3878 | 2.9% |
| 23 | 3862 | 2.9% |
| 27 | 3838 | 2.9% |
| 29 | 3798 | 2.8% |
| 19 | 3761 | 2.8% |
| 28 | 3689 | 2.8% |
| 21 | 3649 | 2.7% |
| Other values (37) | 94667 |
| Value | Count | Frequency (%) |
| 1 | 3065 | |
| 2 | 3214 | |
| 3 | 3270 | |
| 4 | 3355 | |
| 5 | 3395 | |
| 6 | 3416 | |
| 7 | 3438 | |
| 8 | 3459 | |
| 9 | 3473 | |
| 10 | 3491 |
| Value | Count | Frequency (%) |
| 47 | 666 | 0.5% |
| 46 | 665 | 0.5% |
| 45 | 661 | 0.5% |
| 44 | 654 | 0.5% |
| 43 | 653 | 0.5% |
| 42 | 652 | 0.5% |
| 41 | 648 | 0.5% |
| 40 | 644 | 0.5% |
| 39 | 761 | 0.6% |
| 38 | 2667 |
position
Categorical
| Distinct | 4 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 1.0 MiB |
| MID | |
|---|---|
| DEF | |
| FWD | |
| GK |
Length
| Max length | 3 |
|---|---|
| Median length | 3 |
| Mean length | 2.891435501 |
| Min length | 2 |
Characters and Unicode
| Total characters | 386290 |
|---|---|
| Distinct characters | 8 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | DEF |
|---|---|
| 2nd row | MID |
| 3rd row | MID |
| 4th row | MID |
| 5th row | DEF |
Common Values
| Value | Count | Frequency (%) |
| MID | 55126 | |
| DEF | 45353 | |
| FWD | 18615 | 13.9% |
| GK | 14504 | 10.9% |
Length
Category Frequency Plot
| Value | Count | Frequency (%) |
| mid | 55126 | |
| def | 45353 | |
| fwd | 18615 | 13.9% |
| gk | 14504 | 10.9% |
Most occurring characters
| Value | Count | Frequency (%) |
| D | 119094 | |
| F | 63968 | |
| M | 55126 | |
| I | 55126 | |
| E | 45353 | 11.7% |
| W | 18615 | 4.8% |
| G | 14504 | 3.8% |
| K | 14504 | 3.8% |
Most occurring categories
| Value | Count | Frequency (%) |
| Uppercase Letter | 386290 |
Most frequent character per category
Uppercase Letter
| Value | Count | Frequency (%) |
| D | 119094 | |
| F | 63968 | |
| M | 55126 | |
| I | 55126 | |
| E | 45353 | 11.7% |
| W | 18615 | 4.8% |
| G | 14504 | 3.8% |
| K | 14504 | 3.8% |
Most occurring scripts
| Value | Count | Frequency (%) |
| Latin | 386290 |
Most frequent character per script
Latin
| Value | Count | Frequency (%) |
| D | 119094 | |
| F | 63968 | |
| M | 55126 | |
| I | 55126 | |
| E | 45353 | 11.7% |
| W | 18615 | 4.8% |
| G | 14504 | 3.8% |
| K | 14504 | 3.8% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 386290 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| D | 119094 | |
| F | 63968 | |
| M | 55126 | |
| I | 55126 | |
| E | 45353 | 11.7% |
| W | 18615 | 4.8% |
| G | 14504 | 3.8% |
| K | 14504 | 3.8% |
season
Categorical
| Distinct | 6 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 1.0 MiB |
| 2020-21 | |
|---|---|
| 2016-17 | |
| 2019-20 | |
| 2017-18 | |
| 2018-19 |
Length
| Max length | 7 |
|---|---|
| Median length | 7 |
| Mean length | 7 |
| Min length | 7 |
Characters and Unicode
| Total characters | 935186 |
|---|---|
| Distinct characters | 8 |
| Distinct categories | 2 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 2016-17 |
|---|---|
| 2nd row | 2016-17 |
| 3rd row | 2016-17 |
| 4th row | 2016-17 |
| 5th row | 2016-17 |
Common Values
| Value | Count | Frequency (%) |
| 2020-21 | 24365 | |
| 2016-17 | 23679 | |
| 2019-20 | 22560 | |
| 2017-18 | 22467 | |
| 2018-19 | 21790 | |
| 2021-22 | 18737 |
Length
Category Frequency Plot
| Value | Count | Frequency (%) |
| 2020-21 | 24365 | |
| 2016-17 | 23679 | |
| 2019-20 | 22560 | |
| 2017-18 | 22467 | |
| 2018-19 | 21790 | |
| 2021-22 | 18737 |
Most occurring characters
| Value | Count | Frequency (%) |
| 2 | 261099 | |
| 1 | 201534 | |
| 0 | 180523 | |
| - | 133598 | |
| 7 | 46146 | 4.9% |
| 9 | 44350 | 4.7% |
| 8 | 44257 | 4.7% |
| 6 | 23679 | 2.5% |
Most occurring categories
| Value | Count | Frequency (%) |
| Decimal Number | 801588 | |
| Dash Punctuation | 133598 | 14.3% |
Most frequent character per category
Decimal Number
| Value | Count | Frequency (%) |
| 2 | 261099 | |
| 1 | 201534 | |
| 0 | 180523 | |
| 7 | 46146 | 5.8% |
| 9 | 44350 | 5.5% |
| 8 | 44257 | 5.5% |
| 6 | 23679 | 3.0% |
Dash Punctuation
| Value | Count | Frequency (%) |
| - | 133598 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Common | 935186 |
Most frequent character per script
Common
| Value | Count | Frequency (%) |
| 2 | 261099 | |
| 1 | 201534 | |
| 0 | 180523 | |
| - | 133598 | |
| 7 | 46146 | 4.9% |
| 9 | 44350 | 4.7% |
| 8 | 44257 | 4.7% |
| 6 | 23679 | 2.5% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 935186 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| 2 | 261099 | |
| 1 | 201534 | |
| 0 | 180523 | |
| - | 133598 | |
| 7 | 46146 | 4.9% |
| 9 | 44350 | 4.7% |
| 8 | 44257 | 4.7% |
| 6 | 23679 | 2.5% |
Spearman's ρ
The Spearman's rank correlation coefficient (ρ) is a measure of monotonic correlation between two variables, and is therefore better in catching nonlinear monotonic correlations than Pearson's r. It's value lies between -1 and +1, -1 indicating total negative monotonic correlation, 0 indicating no monotonic correlation and 1 indicating total positive monotonic correlation.To calculate ρ for two variables X and Y, one divides the covariance of the rank variables of X and Y by the product of their standard deviations.
Pearson's r
The Pearson's correlation coefficient (r) is a measure of linear correlation between two variables. It's value lies between -1 and +1, -1 indicating total negative linear correlation, 0 indicating no linear correlation and 1 indicating total positive linear correlation. Furthermore, r is invariant under separate changes in location and scale of the two variables, implying that for a linear function the angle to the x-axis does not affect r.To calculate r for two variables X and Y, one divides the covariance of X and Y by the product of their standard deviations.
Kendall's τ
Similarly to Spearman's rank correlation coefficient, the Kendall rank correlation coefficient (τ) measures ordinal association between two variables. It's value lies between -1 and +1, -1 indicating total negative correlation, 0 indicating no correlation and 1 indicating total positive correlation.To calculate τ for two variables X and Y, one determines the number of concordant and discordant pairs of observations. τ is given by the number of concordant pairs minus the discordant pairs divided by the total number of pairs.
Cramér's V (φc)
Cramér's V is an association measure for nominal random variables. The coefficient ranges from 0 to 1, with 0 indicating independence and 1 indicating perfect association. The empirical estimators used for Cramér's V have been proved to be biased, even for large samples. We use a bias-corrected measure that has been proposed by Bergsma in 2013 that can be found here.Phik (φk)
Phik (φk) is a new and practical correlation coefficient that works consistently between categorical, ordinal and interval variables, captures non-linear dependency and reverts to the Pearson correlation coefficient in case of a bivariate normal input distribution. There is extensive documentation available here.First rows
| name | assists | bonus | bps | clean_sheets | creativity | element | fixture | goals_conceded | goals_scored | ict_index | influence | kickoff_time | minutes | opponent_team | own_goals | penalties_missed | penalties_saved | red_cards | round | saves | selected | team_a_score | team_h_score | threat | total_points | transfers_balance | transfers_in | transfers_out | value | was_home | yellow_cards | GW | position | season | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | Aaron_Cresswell | 0 | 0 | 0 | 0 | 0.0 | 454 | 10 | 0 | 0 | 0.0 | 0.0 | 2016-08-15T19:00:00Z | 0 | 4 | 0 | 0 | 0 | 0 | 1 | 0 | 14023 | 1.0 | 2.0 | 0.0 | 0 | 0 | 0 | 0 | 55 | False | 0 | 1 | DEF | 2016-17 |
| 1 | Aaron_Lennon | 0 | 0 | 6 | 0 | 0.3 | 142 | 3 | 0 | 0 | 0.9 | 8.2 | 2016-08-13T14:00:00Z | 15 | 17 | 0 | 0 | 0 | 0 | 1 | 0 | 13918 | 1.0 | 1.0 | 0.0 | 1 | 0 | 0 | 0 | 60 | True | 0 | 1 | MID | 2016-17 |
| 2 | Aaron_Ramsey | 0 | 0 | 5 | 0 | 4.9 | 16 | 8 | 3 | 0 | 3.0 | 2.2 | 2016-08-14T15:00:00Z | 60 | 9 | 0 | 0 | 0 | 0 | 1 | 0 | 163170 | 4.0 | 3.0 | 23.0 | 2 | 0 | 0 | 0 | 80 | True | 0 | 1 | MID | 2016-17 |
| 3 | Abdoulaye_Doucouré | 0 | 0 | 0 | 0 | 0.0 | 482 | 7 | 0 | 0 | 0.0 | 0.0 | 2016-08-13T14:00:00Z | 0 | 13 | 0 | 0 | 0 | 0 | 1 | 0 | 1051 | 1.0 | 1.0 | 0.0 | 0 | 0 | 0 | 0 | 50 | False | 0 | 1 | MID | 2016-17 |
| 4 | Abdul Rahman_Baba | 0 | 0 | 0 | 0 | 0.0 | 80 | 10 | 0 | 0 | 0.0 | 0.0 | 2016-08-15T19:00:00Z | 0 | 20 | 0 | 0 | 0 | 0 | 1 | 0 | 1243 | 1.0 | 2.0 | 0.0 | 0 | 0 | 0 | 0 | 55 | True | 0 | 1 | DEF | 2016-17 |
| 5 | Abel_Hernández | 1 | 0 | 10 | 0 | 12.2 | 163 | 4 | 1 | 0 | 5.7 | 14.4 | 2016-08-13T11:30:00Z | 90 | 8 | 0 | 0 | 0 | 0 | 1 | 0 | 26039 | 1.0 | 2.0 | 30.0 | 5 | 0 | 0 | 0 | 60 | True | 0 | 1 | FWD | 2016-17 |
| 6 | Adama_Diomande | 0 | 2 | 29 | 0 | 16.8 | 164 | 4 | 1 | 1 | 10.7 | 45.2 | 2016-08-13T11:30:00Z | 90 | 8 | 0 | 0 | 0 | 0 | 1 | 0 | 38151 | 1.0 | 2.0 | 45.0 | 8 | 0 | 0 | 0 | 45 | True | 0 | 1 | FWD | 2016-17 |
| 7 | Adam_Clayton | 0 | 0 | 6 | 0 | 2.2 | 283 | 6 | 1 | 0 | 1.4 | 3.2 | 2016-08-13T14:00:00Z | 90 | 14 | 0 | 0 | 0 | 0 | 1 | 0 | 17663 | 1.0 | 1.0 | 9.0 | 2 | 0 | 0 | 0 | 45 | True | 0 | 1 | MID | 2016-17 |
| 8 | Adam_Federici | 0 | 0 | 0 | 0 | 0.0 | 30 | 9 | 0 | 0 | 0.0 | 0.0 | 2016-08-14T12:30:00Z | 0 | 11 | 0 | 0 | 0 | 0 | 1 | 0 | 4315 | 3.0 | 1.0 | 0.0 | 0 | 0 | 0 | 0 | 45 | True | 0 | 1 | GK | 2016-17 |
| 9 | Adam_Forshaw | 0 | 0 | 3 | 0 | 1.3 | 286 | 6 | 1 | 0 | 0.3 | 2.0 | 2016-08-13T14:00:00Z | 69 | 14 | 0 | 0 | 0 | 0 | 1 | 0 | 2723 | 1.0 | 1.0 | 0.0 | 1 | 0 | 0 | 0 | 45 | True | 1 | 1 | MID | 2016-17 |
Last rows
| name | assists | bonus | bps | clean_sheets | creativity | element | fixture | goals_conceded | goals_scored | ict_index | influence | kickoff_time | minutes | opponent_team | own_goals | penalties_missed | penalties_saved | red_cards | round | saves | selected | team_a_score | team_h_score | threat | total_points | transfers_balance | transfers_in | transfers_out | value | was_home | yellow_cards | GW | position | season | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 133588 | Kasper Schmeichel | 0 | 0 | 20 | 0 | 0.0 | 200 | 293 | 1 | 0 | 4.1 | 40.6 | 2022-03-20T14:00:00Z | 90 | 3 | 0 | 0 | 0 | 0 | 30 | 5 | 1406292 | 1.0 | 2.0 | 0.0 | 3 | 58209 | 65530 | 7321 | 48 | True | 0 | 30 | GK | 2021-22 |
| 133589 | Ben White | 0 | 1 | 26 | 1 | 0.4 | 67 | 291 | 0 | 0 | 2.0 | 19.2 | 2022-03-19T12:30:00Z | 90 | 2 | 0 | 0 | 0 | 0 | 30 | 0 | 1238095 | 1.0 | 0.0 | 0.0 | 7 | 42553 | 52677 | 10124 | 45 | False | 0 | 30 | DEF | 2021-22 |
| 133590 | Kaine Hayden | 0 | 0 | 0 | 0 | 0.0 | 684 | 291 | 0 | 0 | 0.0 | 0.0 | 2022-03-19T12:30:00Z | 0 | 1 | 0 | 0 | 0 | 0 | 30 | 0 | 1191 | 1.0 | 0.0 | 0.0 | 0 | 47 | 109 | 62 | 40 | True | 0 | 30 | DEF | 2021-22 |
| 133591 | Daniel Castelo Podence | 1 | 0 | 24 | 0 | 34.6 | 438 | 300 | 2 | 0 | 8.8 | 34.0 | 2022-03-18T20:00:00Z | 77 | 10 | 0 | 0 | 0 | 0 | 30 | 0 | 102920 | 3.0 | 2.0 | 19.0 | 5 | 22232 | 24888 | 2656 | 55 | True | 0 | 30 | MID | 2021-22 |
| 133592 | Halil DerviÅoÄlu | 0 | 0 | 0 | 0 | 0.0 | 95 | 293 | 0 | 0 | 0.0 | 0.0 | 2022-03-20T14:00:00Z | 0 | 9 | 0 | 0 | 0 | 0 | 30 | 0 | 1073 | 1.0 | 2.0 | 0.0 | 0 | -3 | 0 | 3 | 54 | False | 0 | 30 | FWD | 2021-22 |
| 133593 | Kurt Zouma | 0 | 0 | 6 | 0 | 1.8 | 128 | 298 | 3 | 0 | 0.2 | 0.6 | 2022-03-20T16:30:00Z | 90 | 17 | 1 | 0 | 0 | 0 | 30 | 0 | 146757 | 1.0 | 3.0 | 0.0 | -1 | 10796 | 12551 | 1755 | 54 | False | 0 | 30 | DEF | 2021-22 |
| 133594 | Aaron Cresswell | 0 | 0 | 15 | 0 | 14.8 | 411 | 298 | 3 | 0 | 4.1 | 22.0 | 2022-03-20T16:30:00Z | 90 | 17 | 0 | 0 | 0 | 0 | 30 | 0 | 824387 | 1.0 | 3.0 | 4.0 | 1 | 18750 | 35570 | 16820 | 54 | False | 0 | 30 | DEF | 2021-22 |
| 133595 | John Ruddy | 0 | 0 | 0 | 0 | 0.0 | 452 | 300 | 0 | 0 | 0.0 | 0.0 | 2022-03-18T20:00:00Z | 0 | 10 | 0 | 0 | 0 | 0 | 30 | 0 | 16805 | 3.0 | 2.0 | 0.0 | 0 | 63 | 170 | 107 | 43 | True | 0 | 30 | GK | 2021-22 |
| 133596 | Wilfred Ndidi | 0 | 0 | 0 | 0 | 0.0 | 216 | 293 | 0 | 0 | 0.0 | 0.0 | 2022-03-20T14:00:00Z | 0 | 3 | 0 | 0 | 0 | 0 | 30 | 0 | 75393 | 1.0 | 2.0 | 0.0 | 0 | -207 | 538 | 745 | 48 | True | 0 | 30 | MID | 2021-22 |
| 133597 | Ryan Fredericks | 0 | 0 | 0 | 0 | 0.0 | 415 | 298 | 0 | 0 | 0.0 | 0.0 | 2022-03-20T16:30:00Z | 0 | 17 | 0 | 0 | 0 | 0 | 30 | 0 | 8686 | 1.0 | 3.0 | 0.0 | 0 | 81 | 139 | 58 | 44 | False | 0 | 30 | DEF | 2021-22 |